{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-03-30T16:02:35.258782Z",
     "start_time": "2025-03-30T16:02:35.253771Z"
    }
   },
   "source": "import matplotlib.pyplot as plt",
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-30T16:02:35.654912Z",
     "start_time": "2025-03-30T16:02:35.332309Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 画折线图\n",
    "x = range(1, 8)\n",
    "y = [x ** 2 for x in x]\n",
    "plt.plot(x, y, color='purple', alpha=0.5, linestyle='-.', linewidth=1, marker='v')\n",
    "plt.savefig('line.svg')\n",
    "# plt.show()"
   ],
   "id": "53bdd4bf1b410fd8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-30T16:02:35.892528Z",
     "start_time": "2025-03-30T16:02:35.658925Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 画散点图\n",
    "x = [1, 2, 3, 4, 5, 6, 7]\n",
    "y = [x ** 2 for x in x]\n",
    "plt.scatter(x, y, color='blue', alpha=0.5, marker='o')\n",
    "\n",
    "plt.show()"
   ],
   "id": "219c23c8fd9a7f7e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-30T16:02:36.113723Z",
     "start_time": "2025-03-30T16:02:35.894529Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''\n",
    "设置图片的大小\n",
    "figsize:指定figure的宽和高，单位为英寸；\n",
    "dpi:指定分辨率，即每英寸多少个像素；\n",
    "'''\n",
    "import random\n",
    "\n",
    "x = range(2, 26, 2)\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20, 5), dpi=80)\n",
    "plt.plot(x, y, color='purple', alpha=0.5, linestyle='-.', linewidth=1, marker='v')"
   ],
   "id": "bed766eda06731a1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x22ff3bbe1f0>]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x400 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 设置坐标轴的标签",
   "id": "d29390450a983423"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-30T16:02:36.336405Z",
     "start_time": "2025-03-30T16:02:36.116727Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 构造x轴刻度标签\n",
    "# x_ticks_label= ['{}:00'.format(i) for i in x] # 和下面这种写法效果一样\n",
    "x_ticks_label = [f'{i}:00' for i in x]\n",
    "# rotation = 45 # 让字旋转45度\n",
    "rotation = 0  # 字不旋转\n",
    "plt.xticks(x, x_ticks_label, rotation=rotation)\n",
    "# 构造y轴刻度标签\n",
    "y_ticks_label = ['{}°C'.format(i) for i in range(min(y), max(y)+1)]\n",
    "plt.yticks(range(min(y), max(y) + 1), y_ticks_label)\n",
    "plt.plot(x, y, color='purple', alpha=0.5, linestyle='-.', linewidth=1, marker='v')\n",
    "plt.show()"
   ],
   "id": "229ac7f605032ce3",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 设置显示中文",
   "id": "eee6df6d641e28aa"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-30T16:02:36.734525Z",
     "start_time": "2025-03-30T16:02:36.338385Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(0, 120)\n",
    "y = [random.randint(10, 30) for i in range(120)]\n",
    "\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "plt.plot(x, y, color='yellow', alpha=0.5, linestyle='-.', linewidth=1, marker='v')\n",
    "from matplotlib import font_manager\n",
    "\n",
    "my_font = font_manager.FontProperties(fname=r'C:\\\\Windows\\\\Fonts\\\\STKAITI.TTF', size=18)\n",
    "# plt.xticks(x, my_font)\n",
    "# plt.yticks(y, my_font)\n",
    "plt.xlabel('时间（分钟）', rotation=0, size=25, fontproperties=my_font)\n",
    "plt.ylabel('次数（次）', rotation=90, size=25, fontproperties=my_font)\n",
    "\n",
    "# 设置标题\n",
    "plt.title('每分钟的跳动次数', color='white')\n",
    "plt.show()\n"
   ],
   "id": "8d1831dc2b0042b4",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 27599 (\\N{CJK UNIFIED IDEOGRAPH-6BCF}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Anaconda\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 20998 (\\N{CJK UNIFIED IDEOGRAPH-5206}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Anaconda\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 38047 (\\N{CJK UNIFIED IDEOGRAPH-949F}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Anaconda\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 30340 (\\N{CJK UNIFIED IDEOGRAPH-7684}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Anaconda\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 36339 (\\N{CJK UNIFIED IDEOGRAPH-8DF3}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Anaconda\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 21160 (\\N{CJK UNIFIED IDEOGRAPH-52A8}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Anaconda\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 27425 (\\N{CJK UNIFIED IDEOGRAPH-6B21}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n",
      "D:\\Anaconda\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 25968 (\\N{CJK UNIFIED IDEOGRAPH-6570}) missing from current font.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 一图多线",
   "id": "42f4007c79ffe89"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-30T16:02:37.054317Z",
     "start_time": "2025-03-30T16:02:36.736524Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 3, 4, 5, 6, 5, 4, 3, 3, 2, 1, 2, 3, 3, 1,2 ]\n",
    "\n",
    "x = range(11, 31)\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "'''\n",
    "添加图例：label对线的解释，然后用plt.legend添加到图片上\n",
    "添加颜色：color对线的颜色，alpha对线的透明度\n",
    "线条风格：linestyle对线的类型，linewidth对线的宽度，-表示实线，--表示虚线，.表示点线，-.表示点虚线，:表示点线，\n",
    "空或空格线条粗细：linewidth\n",
    "标记类型：marker对线的标记类型，o表示圆点，^表示尖头，s表示正方形，*表示星号，+表示加号，x表示x，D表示菱形，d表示倒三角，v表示倒三角，<表示左箭头，>表示右箭头，|表示竖线，_表示下划线\n",
    "'''\n",
    "plt.plot(x, y1, color='purple', label='我自己', alpha=0.5, linestyle='-.', linewidth=1, marker='o')\n",
    "plt.plot(x, y2, color='yellow', label='同学', alpha=0.5, linestyle='-.', linewidth=1, marker='o')\n",
    "xtick_labels = [f'{i}岁' for i in x]\n",
    "my_font = font_manager.FontProperties(fname=r'C:\\\\Windows\\\\Fonts\\\\STKAITI.TTF', size=18)\n",
    "plt.xticks(x, xtick_labels, rotation=0, fontproperties=my_font)\n",
    "plt.grid(alpha=0.5, linestyle='-.', linewidth=1)\n",
    "plt.legend(prop=my_font, loc='upper right')\n",
    "plt.show()"
   ],
   "id": "b994b29d90b46369",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 一图多个坐标系子图",
   "id": "de485c878b9bee12"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-30T16:02:37.829342Z",
     "start_time": "2025-03-30T16:02:37.069328Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "x=np.arange(1, 100) # 划分子图\n",
    "fig,axes=plt.subplots(2,2)\n",
    "ax1 = axes[0,0]\n",
    "ax2 = axes[0,1]\n",
    "ax3 = axes[1,0]\n",
    "ax4 = axes[1,1]\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)\n",
    "ax1.plot(x, x)\n",
    "ax2.plot(x, -x)\n",
    "ax3.plot(x, x**2)\n",
    "ax3.grid(color='r', linestyle='--', linewidth=1, alpha=0.5)\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "7057bb6fdaf4304c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 绘制散点图",
   "id": "1ca2f60c448c567d"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-31T04:47:23.389765Z",
     "start_time": "2025-03-31T04:47:23.179110Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [random.randint(10, 30) for i in range(31)]\n",
    "x = range(1,32)\n",
    "xticks_label = [f'{i} month' for i in x]\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.xlabel('Day', size=20)\n",
    "plt.xticks(x[::2], xticks_label[::2])\n",
    "plt.scatter(x, y, color='gold', alpha=0.5, linestyle='-.', linewidth=1, marker='o', label = 'March')\n",
    "plt.legend(prop=my_font, loc='upper right')\n",
    "plt.grid(alpha=0.5, linestyle='-.', linewidth=1)"
   ],
   "id": "1038bc81398ade82",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 36
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 绘制条形图",
   "id": "2ac4105a2c4e86b7"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-31T05:17:44.677686Z",
     "start_time": "2025-03-31T05:17:44.433261Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Movie Name\n",
    "a = movies = [\n",
    "    \"The Godfather\",         # 《教父》(1972)\n",
    "    \"Star Wars\",            # 《星球大战》(1977)\n",
    "    \"The Shawshank Redemption\",  # 《肖申克的救赎》(1994)\n",
    "    \"The Dark Knight\",       # 《黑暗骑士》(2008)\n",
    "    \"Inception\",            # 《盗梦空间》(2010)\n",
    "    \"Interstellar\",         # 《星际穿越》(2014)\n",
    "    \"Parasite\"              # 《寄生虫》(2019，虽然是韩国电影，但英文名为国际通用名)\n",
    "]\n",
    "b = [round(random.uniform(0, 50), 2) for i in a]\n",
    "plt.figure(figsize=(30,15), dpi=100)\n",
    "plt.ylim(0, 55)\n",
    "rects = plt.bar(a, b, color='gold', alpha=0.5, width=0.3, label='Box Office') # Box Office 票房\n",
    "plt.xticks(rotation=0, fontsize = 20)\n",
    "plt.yticks(fontsize = 20)\n",
    "plt.xlabel('Movie Name', size=30)\n",
    "plt.ylabel('Box Office', size=30)\n",
    "plt.legend(prop=my_font, loc='upper right')\n",
    "\n",
    "for rect in rects:\n",
    "    height = rect.get_height()\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height + 0.5, str(height), ha='center', va='bottom', size=15)"
   ],
   "id": "d6bd02f00a332734",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 3000x1500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 51
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 绘制直方图",
   "id": "5db4b28b4c1166fa"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-31T05:48:00.437847Z",
     "start_time": "2025-03-31T05:48:00.148264Z"
    }
   },
   "cell_type": "code",
   "source": [
    "movies_time = [random.randint(90,150) for i in range(250)]\n",
    "plt.figure(figsize=(20,10), dpi=80)\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(movies_time)-min(movies_time))/distance)\n",
    "# 修改x轴刻度\n",
    "x_ticks = [i*distance+min(movies_time) for i in range(group_num+1)]\n",
    "plt.xticks(x_ticks,fontsize = 10)\n",
    "plt.grid(alpha=0.5, linestyle='-.', linewidth=1)\n",
    "plt.xlabel('Time(min)', size=20)\n",
    "plt.yticks(fontsize = 20)\n",
    "plt.ylabel('Frequency', size=20)\n",
    "plt.hist(movies_time, bins=group_num, color='gold', alpha=0.5)"
   ],
   "id": "73e12b4a91d7d1fa",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[102, 99, 103, 94, 122, 125, 140, 138, 111, 144, 105, 114, 135, 122, 119, 122, 92, 145, 113, 109, 135, 143, 117, 116, 149, 149, 123, 116, 110, 124, 131, 115, 95, 107, 130, 144, 137, 91, 139, 124, 106, 91, 100, 98, 104, 100, 149, 100, 112, 94, 91, 115, 139, 141, 90, 147, 95, 118, 106, 106, 145, 105, 122, 148, 98, 142, 149, 139, 115, 115, 133, 114, 98, 143, 109, 116, 122, 112, 117, 133, 93, 123, 90, 116, 115, 95, 133, 147, 148, 122, 131, 124, 131, 138, 148, 115, 105, 138, 113, 97, 93, 138, 104, 124, 120, 146, 118, 122, 138, 133, 99, 110, 136, 122, 148, 136, 119, 127, 96, 93, 93, 112, 107, 123, 121, 91, 92, 96, 121, 150, 140, 108, 124, 141, 118, 100, 92, 95, 136, 114, 110, 101, 142, 120, 134, 91, 107, 149, 98, 138, 126, 143, 144, 149, 143, 113, 105, 113, 99, 136, 108, 124, 95, 137, 131, 114, 144, 142, 98, 124, 90, 146, 137, 112, 105, 139, 133, 116, 109, 142, 111, 112, 96, 95, 123, 95, 98, 94, 149, 115, 131, 132, 139, 136, 107, 147, 144, 102, 143, 114, 108, 138, 120, 123, 94, 150, 125, 97, 109, 115, 112, 132, 118, 118, 94, 128, 111, 138, 121, 92, 140, 133, 144, 116, 123, 114, 142, 123, 101, 93, 117, 94, 140, 93, 98, 128, 128, 129, 105, 132, 103, 98, 108, 116, 146, 133, 111, 142, 109, 125]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(array([ 8., 10., 13.,  5., 11.,  6.,  4.,  8.,  7.,  9.,  7., 10., 14.,\n",
       "        10.,  7.,  6., 15., 10.,  2.,  4.,  6., 10.,  3.,  8., 13.,  6.,\n",
       "        11.,  8.,  6., 13.]),\n",
       " array([ 90.,  92.,  94.,  96.,  98., 100., 102., 104., 106., 108., 110.,\n",
       "        112., 114., 116., 118., 120., 122., 124., 126., 128., 130., 132.,\n",
       "        134., 136., 138., 140., 142., 144., 146., 148., 150.]),\n",
       " <BarContainer object of 30 artists>)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 62
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 绘制饼图",
   "id": "77b77203aa56a46b"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-31T07:55:34.233450Z",
     "start_time": "2025-03-31T07:55:33.992609Z"
    }
   },
   "cell_type": "code",
   "source": [
    "label_list = ['Action', 'Comedy', 'Drama', 'Thriller', 'Romance']\n",
    "size_list = [25,15, 15, 35, 10]\n",
    "color_list = ['blue', 'green', 'red', 'yellow', 'black']\n",
    "# 各部分突出值\n",
    "explode = (0, 0, 0, 0.05, 0)\n",
    "plt.figure(figsize=(10,10), dpi=80)\n",
    "patches, l_text, p_text = plt.pie(size_list, explode=explode, labels=label_list, colors=color_list, autopct='%1.1f%%', shadow=True, startangle=90,labeldistance=1.1, pctdistance=0.8)\n",
    "'''\n",
    "startangle：起始角度，逆时针为负，顺时针为正\n",
    "labeldistance：标签距离圆心距离\n",
    "pctdistance：百分比标签距离圆心距离\n",
    "autopct：百分比格式，%1.1f%%表示小数点后一位，百分比符号%，%1.1f表示小数点后一位，%表示百分比符号，f表示格式化字符串\n",
    "shadow：饼是否有阴影\n",
    "explode：突出某一部分，数值越大，越突出\n",
    "colors：饼图颜色\n",
    "'''\n",
    "plt.axis('equal') # 设置横纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()"
   ],
   "id": "4a96a208959cc4e5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x22ff47eb970>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 68
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "fab430d30c4552b7"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "DL",
   "language": "python",
   "name": "dl"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
